CKC Cares Thought Leadership & Articles
The Work We Cannot Outsource: AI and Conditions...
AI can help young people learn, but it can also quietly take over the effort through which understanding develops. Drawing on recent OECD PISA findings and UNESCO guidance, this Cup...
The Work We Cannot Outsource: AI and Conditions...
AI can help young people learn, but it can also quietly take over the effort through which understanding develops. Drawing on recent OECD PISA findings and UNESCO guidance, this Cup...
What the Hugging Face Incident Reveals About AI...
In July 2026, OpenAI disclosed that its own evaluation agents had bypassed sandboxing controls, exploited an internal system, and breached Hugging Face's infrastructure, an incident independently reviewed by METR and...
What the Hugging Face Incident Reveals About AI...
In July 2026, OpenAI disclosed that its own evaluation agents had bypassed sandboxing controls, exploited an internal system, and breached Hugging Face's infrastructure, an incident independently reviewed by METR and...
Procedural Drift: When the Written Process Stop...
Most organisations run two versions of the same process. There is the official one: the policy, workflow, checklist and approved steps in the shared drive. Then there is the version...
Procedural Drift: When the Written Process Stop...
Most organisations run two versions of the same process. There is the official one: the policy, workflow, checklist and approved steps in the shared drive. Then there is the version...
Cultural Drift: How AI Quietly Reshapes Workpla...
Culture is often described as "how we do things around here." Cultural Drift asks a harder question: what happens when AI starts quietly shaping the answer, one shortcut, one summary...
Cultural Drift: How AI Quietly Reshapes Workpla...
Culture is often described as "how we do things around here." Cultural Drift asks a harder question: what happens when AI starts quietly shaping the answer, one shortcut, one summary...
Behavioural Drift: How Ethics Slips in Everyday...
Behavioural Drift shows up in small moments: a concern left unresolved, a check missed, a system accepted without question, or a template used when a real conversation is needed. Over...
Behavioural Drift: How Ethics Slips in Everyday...
Behavioural Drift shows up in small moments: a concern left unresolved, a check missed, a system accepted without question, or a template used when a real conversation is needed. Over...
Human Drift - When the Instinct to Question Goe...
When AI gives an answer that sounds certain, do people still feel able to question it? Human Drift is not a sudden failure of judgement. It is the quieter process...
Human Drift - When the Instinct to Question Goe...
When AI gives an answer that sounds certain, do people still feel able to question it? Human Drift is not a sudden failure of judgement. It is the quieter process...
